Built for business outcomes
Marketing metrics are not the goal. Growth is.
Viralitea is designed to connect campaign decisions to the commercial result that matters.
Why not ChatGPT? Why not an agency?
A chat window answers. A retainer bills. Viralitea operates.
Viralitea is leverage for teams and agencies. Human expertise sets direction while AI execution and intelligence make the operating rhythm continuous.
Guardrails & autonomy
Autonomy you dial in, not autonomy you hope for.
Every account sets its own level. Nothing reaches an ad platform without clearing policy and risk first.
- 0Level
Observe only
Watches and reports. Changes nothing.
- 1Level
Recommend
Proposes actions for a human to carry out.
- 2Level
Recommend + approval
Prepares the action and waits for explicit sign-off.
- 3Level
Guarded autonomy
Executes low-risk actions alone; escalates the rest.
- 4Level
Full autonomy
Runs unattended within the guardrails set for the account.
Guardrail engine
Policies, evaluated in code
- Financial
- Maximum daily spend, maximum budget change, scaling percentage, account exposure.
- Campaign
- Permitted channels, countries and audiences; prohibited actions.
- Creative
- Prohibited claims, brand rules, compliance and platform policies.
- Autonomy
- Which actions run automatically, which need approval, which need an administrator.
Actions it may take
- Update budget
- Pause entity
- Resume entity
- Create experiment
Anything outside that list is rejected before it runs, and the refusal is written to the audit trail with the rule that blocked it.
Risk engine
Scored before it runs
Seven signals are weighed on every proposed action, before anything reaches an ad platform.
- Financial risk
- Performance risk
- Compliance risk
- Brand risk
- Technical risk
- Confidence
- Reversibility
What raises the level
- Budget delta over ₹20,000Critical
- Budget delta over ₹5,000High
- Budget more than doublesHigh
- Action cannot be reversedHigh
- Confidence below 0.50High
- Budget delta over ₹1,000Medium
- Confidence below 0.75Medium
- Action pauses deliveryMedium
Audit trail
Every action, on the record
Not a log line. A record you can hand to a client: what changed, on what evidence, and what it actually did to the numbers.
The action
Increase Campaign 12 budget
by Birbal
Why it was taken
- Reason
- ROAS 4.8×
- Evidence
- Last 72 hours
- Confidence
- 0.93
- Risk
- Low
What came of it
Result
ROAS 4.5×
Learning
Scaling maintained profitability
Rollback is supported wherever it is technically possible.
Viral memory
The account intelligence is the moat.
The model is not the advantage. What compounds is everything the system has tried on your account, what it learned, and what it now refuses to repeat.
Brand
Identity, tone, colours, claims, prohibited claims, positioning, offers.
Customer
ICP, personas, pain points, objections, customer language.
Creative
Winning hooks, formats, visuals, CTAs, scripts, losing patterns.
Performance
Campaigns, budgets, ROAS, CAC, CPA, winners, losers.
Experiment
Hypothesis, test, result, confidence, conclusion.
Competitor
Competitors, campaigns, creative patterns, offers, pricing, positioning.
Decision
Observation, decision, reason, evidence, confidence, action, outcome, learning.
Learning engine
Every outcome updates a belief
Nothing is filed away as a raw number. Each result is judged, turned into a statement the account holds to be true, and weighted so recent evidence counts for more.
Action
Something is executed on the account.
Result
The outcome is measured against what was expected.
Evaluate
Was it the action that moved the number, or noise?
Learning
A statement the account now holds to be true.
Memory
Written with its evidence and a confidence score.
Update belief
Weighted for recency, decayed over time.
And the next action starts from what it now believes.
What it stops
Failed experiments are not repeated unless new evidence justifies them.
Isolation
Account-specific by construction
Memory is scoped per account and isolated between clients. One advertiser’s learnings never leak into another’s, and that is a property of the schema, not a rule people are asked to remember.
Scoped at the data layer
Every record carries its workspace, and the filter is applied where queries are built, not left to whoever writes the next one.
Cross-account reads return nothing
Not a filtered list, not a partial result. There is a test that fails the build if that ever changes.
Other workspaces 404, not 403
Asking for an account you cannot see is answered as though it does not exist, so its existence is never disclosed.
Recall stays inside the account
Semantic search runs over one account's memory only. No cross-account learning in the MVP, by design.
Who is this for?
Built for teams with something measurable to grow.
Viralitea is for companies with consistent digital acquisition and the data to learn from it.
Viralitea is for
- +Companies spending consistently on digital marketing
- +Businesses with measurable acquisition goals
- +D2C brands
- +Real estate companies
- +Education companies
- +Healthcare
- +Hospitality
- +Agencies and growth teams
Not ideal for
- -Companies with no measurable marketing activity
- -Businesses without digital acquisition
- -Companies unwilling to provide relevant data or access
Business problems, not industry labels
Where the workforce earns its keep.
D2C
Rising acquisition costs and too many creative variants.
Viralitea: Chitra + Chitrakar + Drishti + Kuber
Designed to: Find the creative and audience combinations that create profitable demand.
Real estate
High CPL and poor lead quality.
Viralitea: Manas + Sutradhar + Birbal + Karm
Designed to: Optimize toward qualified buyers instead of raw leads.
Education
Seasonal demand and inconsistent enrollment quality.
Viralitea: Chanakya + Manas + Vichar + Pariksha
Designed to: Turn changing demand signals into measurable enrollment experiments.
Healthcare
Growth must respect trust, compliance and patient intent.
Viralitea: Sutradhar + Vastu + Birbal
Designed to: Improve acquisition while keeping decisions inside agreed guardrails.
Hospitality
Demand shifts quickly across locations and seasons.
Viralitea: Chanakya + Janak + Kuber + Bhavishya
Designed to: Move attention and budget toward the demand most likely to convert.
Agencies
Expert strategists lose time to repetitive account operations.
Viralitea: Birbal + Vaani + Senapati + Vakya
Designed to: Multiply strategic capacity with accountable AI execution.
Don't take our word for it.
Give Birbal a goal.
We'll show you what Viralitea finds, what it recommends and what it can automate.